{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arcpy,pandas,json\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['font.serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这个方法是用来从matplotlib中的色带获取指定颜色的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getColorDist(colName, colValue):\n",
    "    cm = plt.cm.get_cmap(colName)\n",
    "    colNum = len(colValue)\n",
    "    col = [cm(float(i)/(colNum)) for i in range(colNum)]\n",
    "    cols = {}\n",
    "    for i in range(len(col)):\n",
    "        c = col[i]\n",
    "        f = \"#\"\n",
    "        for c1 in c:\n",
    "            cc = \"{0}\".format(hex(int(c1*255)))[2:]\n",
    "            if len(cc) < 2:\n",
    "                cc = \"0\"+cc\n",
    "            f+=cc\n",
    "        cols[colValue[i]] = f\n",
    "    return cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cn = \"./data/shp/china_simple.shp\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pandas.read_csv(\"./data/旅游收入.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "year = \"y2017\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这段代码，是用来计算分位数的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = data[year].to_numpy()\n",
    "q25 = numpy.percentile(y, 25)\n",
    "q50 = numpy.percentile(y, 50)\n",
    "q75 = numpy.percentile(y, 75)\n",
    "iqr = q75 - q25\n",
    "u = q75 + 1.5 * iqr\n",
    "d = q25 - 1.5 * iqr\n",
    "if u > max(y):\n",
    "    u =  max(y)\n",
    "if d < min(y):\n",
    "    d = min(y)\n",
    "box = [d,q25,q50,q75,u]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "col = getColorDist(\"hsv\",range(6))\n",
    "text = {0:\" 低异常值\",1:\" < 25%\",2:\" 25% - 50%\",3:\" 50% - 75%\",4:\" > 75%\",5:\" 高异常值\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面是画图用的代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,10)) \n",
    "ax1 = plt.subplot2grid((4, 4), (0, 0), colspan = 1, rowspan = 4)\n",
    "plt.boxplot(data[year])\n",
    "ccdict = {}\n",
    "for i,v in data.iterrows():\n",
    "    b2 = box+[v[year]]\n",
    "    b2.sort()\n",
    "    c = col[b2.index(v[year])]\n",
    "    ccdict[v[\"code\"]] = c\n",
    "    plt.scatter(x=1,y=v[year],color=c)\n",
    "\n",
    "ax2 = plt.subplot2grid((4, 4), (0, 1), colspan = 3, rowspan = 4)\n",
    "ext = arcpy.Describe(cn).extent\n",
    "ax2.grid(alpha= 1)\n",
    "basemap = arcpy.FeatureSet(cn)\n",
    "for g in arcpy.da.SearchCursor(basemap,[\"SHAPE@JSON\",\"name\",\n",
    "                                       \"SHAPE@XY\",\"code\"]):\n",
    "    if g[3] in ccdict:\n",
    "        c = ccdict[g[3]]\n",
    "        poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                ec = '#000000',fc=c, alpha = 0.5)\n",
    "        if len(json.loads(g[0])[\"rings\"]) > 1:\n",
    "            poly = plt.Polygon(json.loads(g[0])[\"rings\"][2],\n",
    "                                ec = '#000000',fc=c, alpha = 0.5)\n",
    "    else:\n",
    "        poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                fill=False, hatch='//', alpha = 0.5)\n",
    "    ax2.text(g[2][0], g[2][1],g[1],fontsize=8)\n",
    "    ax2.add_patch(poly)\n",
    "\n",
    "for i in range(len(col)):\n",
    "    poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                ec = '#000000',fc=col[i], alpha = 0.5)\n",
    "    ax2.text(80.5,21.5+i,text[i],fontsize=10)\n",
    "    ax2.add_patch(poly)\n",
    "\n",
    "i=-1\n",
    "poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                fill=False, hatch='//', alpha = 0.5)\n",
    "ax2.text(80.5,21.2+i,\" 数据缺失\",fontsize=10)\n",
    "ax2.add_patch(poly)\n",
    "ax2.set_xlim(ext.XMin,ext.XMax)\n",
    "ax2.set_ylim(ext.YMin,ext.YMax)\n",
    "plt.title(\"{0}年中国各省国际旅游外汇收入分位数专题图\\n数据来源：国家统计局\".format(year[1:]))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
